{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "00a89715",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "# from 数据处理函数 import *\n",
    "import tushare as ts\n",
    "token = '1501ffe708345cffa38d9bbc0bd371e93b4b7412e7a8e1f811d3c442'\n",
    "# token = 'd942e6ff0e981f76aaa544f84405583e0c2129a8c82213637835a099'\n",
    "ts.set_token(token)\n",
    "pro = ts.pro_api(token)\n",
    "\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei'] \n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "dd_cal = pro.trade_cal(exchange='')\n",
    "dd_cal = dd_cal[dd_cal['is_open']==1]\n",
    "open_dates = pd.to_datetime(dd_cal['cal_date'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5abf241d",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "46b5a76f",
   "metadata": {},
   "outputs": [],
   "source": [
    "dd = pd.read_excel('深圳前海瑞园资产管理有限公司240904.xls')\n",
    "dd.index = pd.to_datetime(dd['净值日期'])\n",
    "dd = dd[dd.index.isin(open_dates)]\n",
    "dd = dd.sort_index()\n",
    "dd['资产净值'] = dd['资产净值'].apply(lambda x:x.replace(',','')).astype(float)\n",
    "dd['资产总值'] = dd['资产总值'].apply(lambda x:x.replace(',','')).astype(float)\n",
    "\n",
    "dd1 = pro.index_daily(ts_code='NHCI.NH')\n",
    "dd1.index = pd.to_datetime(dd1['trade_date'])\n",
    "dd1 = dd1.sort_index()\n",
    "\n",
    "dd2 = pro.index_daily(ts_code='399300.SZ')\n",
    "dd2.index = pd.to_datetime(dd2['trade_date'])\n",
    "dd2 = dd2.sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "21fb0098",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.0073170731707317"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "7021/6970"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "f868a85d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>瑞园量化</th>\n",
       "      <th>南华商品指数</th>\n",
       "      <th>沪深300指数</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2024-07-31</th>\n",
       "      <td>0.7021</td>\n",
       "      <td>2510.83</td>\n",
       "      <td>3442.0844</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-01</th>\n",
       "      <td>0.6998</td>\n",
       "      <td>2523.81</td>\n",
       "      <td>3419.2666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-02</th>\n",
       "      <td>0.6878</td>\n",
       "      <td>2526.06</td>\n",
       "      <td>3384.3919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-03</th>\n",
       "      <td>0.6878</td>\n",
       "      <td>2526.06</td>\n",
       "      <td>3384.3919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-04</th>\n",
       "      <td>0.6878</td>\n",
       "      <td>2526.06</td>\n",
       "      <td>3384.3919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-05</th>\n",
       "      <td>0.6768</td>\n",
       "      <td>2473.14</td>\n",
       "      <td>3343.3205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-06</th>\n",
       "      <td>0.6717</td>\n",
       "      <td>2441.11</td>\n",
       "      <td>3342.9789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-07</th>\n",
       "      <td>0.6774</td>\n",
       "      <td>2436.85</td>\n",
       "      <td>3341.4890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-08</th>\n",
       "      <td>0.6748</td>\n",
       "      <td>2427.92</td>\n",
       "      <td>3342.9369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-09</th>\n",
       "      <td>0.6731</td>\n",
       "      <td>2455.27</td>\n",
       "      <td>3331.6274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-10</th>\n",
       "      <td>0.6731</td>\n",
       "      <td>2455.27</td>\n",
       "      <td>3331.6274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-11</th>\n",
       "      <td>0.6731</td>\n",
       "      <td>2455.27</td>\n",
       "      <td>3331.6274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-12</th>\n",
       "      <td>0.6584</td>\n",
       "      <td>2450.36</td>\n",
       "      <td>3325.8645</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-13</th>\n",
       "      <td>0.6664</td>\n",
       "      <td>2438.52</td>\n",
       "      <td>3334.3903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-14</th>\n",
       "      <td>0.6690</td>\n",
       "      <td>2407.29</td>\n",
       "      <td>3309.2389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-15</th>\n",
       "      <td>0.6562</td>\n",
       "      <td>2411.18</td>\n",
       "      <td>3341.9530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-16</th>\n",
       "      <td>0.6638</td>\n",
       "      <td>2413.07</td>\n",
       "      <td>3345.6340</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-17</th>\n",
       "      <td>0.6638</td>\n",
       "      <td>2413.07</td>\n",
       "      <td>3345.6340</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-18</th>\n",
       "      <td>0.6638</td>\n",
       "      <td>2413.07</td>\n",
       "      <td>3345.6340</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-19</th>\n",
       "      <td>0.6732</td>\n",
       "      <td>2420.43</td>\n",
       "      <td>3356.9677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-20</th>\n",
       "      <td>0.6675</td>\n",
       "      <td>2419.51</td>\n",
       "      <td>3332.7034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-21</th>\n",
       "      <td>0.6659</td>\n",
       "      <td>2448.00</td>\n",
       "      <td>3321.6350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-22</th>\n",
       "      <td>0.6737</td>\n",
       "      <td>2418.72</td>\n",
       "      <td>3313.1357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-23</th>\n",
       "      <td>0.6770</td>\n",
       "      <td>2416.49</td>\n",
       "      <td>3327.1905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-24</th>\n",
       "      <td>0.6770</td>\n",
       "      <td>2416.49</td>\n",
       "      <td>3327.1905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-25</th>\n",
       "      <td>0.6770</td>\n",
       "      <td>2416.49</td>\n",
       "      <td>3327.1905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-26</th>\n",
       "      <td>0.6868</td>\n",
       "      <td>2473.92</td>\n",
       "      <td>3324.2231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-27</th>\n",
       "      <td>0.6880</td>\n",
       "      <td>2486.73</td>\n",
       "      <td>3305.3338</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-28</th>\n",
       "      <td>0.6918</td>\n",
       "      <td>2472.45</td>\n",
       "      <td>3286.4956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-29</th>\n",
       "      <td>0.6895</td>\n",
       "      <td>2465.84</td>\n",
       "      <td>3277.6812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-30</th>\n",
       "      <td>0.6970</td>\n",
       "      <td>2472.97</td>\n",
       "      <td>3321.4323</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-31</th>\n",
       "      <td>0.6970</td>\n",
       "      <td>2472.97</td>\n",
       "      <td>3321.4323</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-01</th>\n",
       "      <td>0.6970</td>\n",
       "      <td>2472.97</td>\n",
       "      <td>3321.4323</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-02</th>\n",
       "      <td>0.7041</td>\n",
       "      <td>2409.28</td>\n",
       "      <td>3265.0110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-03</th>\n",
       "      <td>0.7155</td>\n",
       "      <td>2412.05</td>\n",
       "      <td>3273.4282</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              瑞园量化   南华商品指数    沪深300指数\n",
       "2024-07-31  0.7021  2510.83  3442.0844\n",
       "2024-08-01  0.6998  2523.81  3419.2666\n",
       "2024-08-02  0.6878  2526.06  3384.3919\n",
       "2024-08-03  0.6878  2526.06  3384.3919\n",
       "2024-08-04  0.6878  2526.06  3384.3919\n",
       "2024-08-05  0.6768  2473.14  3343.3205\n",
       "2024-08-06  0.6717  2441.11  3342.9789\n",
       "2024-08-07  0.6774  2436.85  3341.4890\n",
       "2024-08-08  0.6748  2427.92  3342.9369\n",
       "2024-08-09  0.6731  2455.27  3331.6274\n",
       "2024-08-10  0.6731  2455.27  3331.6274\n",
       "2024-08-11  0.6731  2455.27  3331.6274\n",
       "2024-08-12  0.6584  2450.36  3325.8645\n",
       "2024-08-13  0.6664  2438.52  3334.3903\n",
       "2024-08-14  0.6690  2407.29  3309.2389\n",
       "2024-08-15  0.6562  2411.18  3341.9530\n",
       "2024-08-16  0.6638  2413.07  3345.6340\n",
       "2024-08-17  0.6638  2413.07  3345.6340\n",
       "2024-08-18  0.6638  2413.07  3345.6340\n",
       "2024-08-19  0.6732  2420.43  3356.9677\n",
       "2024-08-20  0.6675  2419.51  3332.7034\n",
       "2024-08-21  0.6659  2448.00  3321.6350\n",
       "2024-08-22  0.6737  2418.72  3313.1357\n",
       "2024-08-23  0.6770  2416.49  3327.1905\n",
       "2024-08-24  0.6770  2416.49  3327.1905\n",
       "2024-08-25  0.6770  2416.49  3327.1905\n",
       "2024-08-26  0.6868  2473.92  3324.2231\n",
       "2024-08-27  0.6880  2486.73  3305.3338\n",
       "2024-08-28  0.6918  2472.45  3286.4956\n",
       "2024-08-29  0.6895  2465.84  3277.6812\n",
       "2024-08-30  0.6970  2472.97  3321.4323\n",
       "2024-08-31  0.6970  2472.97  3321.4323\n",
       "2024-09-01  0.6970  2472.97  3321.4323\n",
       "2024-09-02  0.7041  2409.28  3265.0110\n",
       "2024-09-03  0.7155  2412.05  3273.4282"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ddd[-35:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "30a6fb30",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3700d144",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "419c7fd3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "瑞园量化      -0.73\n",
      "南华商品指数    -1.51\n",
      "沪深300指数   -3.51\n",
      "dtype: float64\n",
      "---\n",
      "瑞园量化      -13.38\n",
      "南华商品指数     -2.19\n",
      "沪深300指数    -3.20\n",
      "dtype: float64\n",
      "---\n",
      "瑞园量化       14.75\n",
      "南华商品指数      7.63\n",
      "沪深300指数   -13.56\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "ddd = pd.concat([dd['单位净值'],dd1['close'],dd2['close']],axis=1)\n",
    "ddd.index = pd.to_datetime(ddd.index)\n",
    "ddd.columns = ['瑞园量化','南华商品指数','沪深300指数']\n",
    "ddd = ddd.resample('D').last().fillna(method='ffill')\n",
    "\n",
    "# date1 = '2024-05-31'\n",
    "# date2 = '2024-04-30'\n",
    "date1 = '2024-08-31'\n",
    "date2 = '2024-07-31'\n",
    "date3 = '2023-12-31'\n",
    "date4 = '2023-07-01'\n",
    "\n",
    "print(((ddd.loc[date1]/ddd.loc[date2] - 1).round(4))*100)\n",
    "print('---')\n",
    "print(((ddd.loc[date1]/ddd.loc[date3] - 1).round(4))*100)\n",
    "print('---')\n",
    "print(((ddd.loc[date1]/ddd.loc[date4] - 1).round(4))*100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "9003fdca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.0323190648100395"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "6005/5817"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "762b185c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.0166527893422148"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "6105/6005"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "adbb7f63",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7.12"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "14.75-7.63"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9273e2fe",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "44ffadd1",
   "metadata": {},
   "outputs": [],
   "source": [
    "dddd = (1+ddd.pct_change()['2023-07-01':'2024-08-31']).cumprod().resample('W').last()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c39c760e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "745edb7c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.dates as mdates\n",
    "\n",
    "# 加载周度数据集\n",
    "# file_path_weekly = 'dddd.csv'\n",
    "# dddd = pd.read_csv(file_path_weekly, index_col=0, parse_dates=True)\n",
    "dddd = (1+ddd.pct_change()['2023-07-01':'2024-08-31']).cumprod().resample('W').last()\n",
    "# 绘制走势图\n",
    "plt.figure(figsize=(12, 6))\n",
    "plt.plot(dddd.index, dddd['瑞园量化'],linestyle='-') \n",
    "plt.plot(dddd.index, dddd['南华商品指数'],linestyle='-.')\n",
    "plt.plot(dddd.index, dddd['沪深300指数'],linestyle=':')\n",
    "plt.legend(dddd.columns,loc='upper left')\n",
    "\n",
    "# 设置图形的标题和轴标签\n",
    "plt.title('净值走势')\n",
    "# plt.xlabel('日期')\n",
    "# plt.ylabel('净值')\n",
    "\n",
    "# 获取当前Axes实例并设置日期格式\n",
    "ax = plt.gca()\n",
    "date_format = mdates.DateFormatter('%Y-%m-%d')\n",
    "ax.xaxis.set_major_formatter(date_format)\n",
    "\n",
    "# 设置x轴主要刻度为每个月的第一天，这对于周度数据通常是足够的\n",
    "ax.xaxis.set_major_locator(mdates.MonthLocator())\n",
    "\n",
    "# 优化日期标签的显示\n",
    "plt.gcf().autofmt_xdate()\n",
    "\n",
    "plt.grid(True)\n",
    "plt.savefig('净值走势.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "2be75e4b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dddd2 = pd.concat([dddd['瑞园量化'] - dddd['南华商品指数'],dddd['瑞园量化'] - dddd['沪深300指数']],axis=1)\n",
    "dddd2.columns = ['超额南华商品指数','超额沪深300指数']\n",
    "\n",
    "# 绘制走势图\n",
    "plt.figure(figsize=(12, 6))\n",
    "plt.plot(dddd2.index, dddd2['超额南华商品指数'],linestyle='-.',color='orange') \n",
    "plt.plot(dddd2.index, dddd2['超额沪深300指数'],linestyle=':',color='green')\n",
    "plt.legend(dddd2.columns,loc='upper left')\n",
    "\n",
    "# 设置图形的标题和轴标签\n",
    "plt.title('超额收益')\n",
    "# plt.xlabel('日期')\n",
    "# plt.ylabel('超额收益')\n",
    "\n",
    "# 获取当前Axes实例并设置日期格式\n",
    "ax = plt.gca()\n",
    "date_format = mdates.DateFormatter('%Y-%m-%d')\n",
    "ax.xaxis.set_major_formatter(date_format)\n",
    "\n",
    "# 设置x轴主要刻度为每个月的第一天，这对于周度数据通常是足够的\n",
    "ax.xaxis.set_major_locator(mdates.MonthLocator())\n",
    "\n",
    "# 优化日期标签的显示\n",
    "plt.gcf().autofmt_xdate()\n",
    "\n",
    "plt.grid(True)\n",
    "plt.savefig('超额收益.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5940ae63",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "965ff585",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3393.23"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "3409.03+3346.31-3362.11"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "198ffd73",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
